ez_azml.ml_client.EzMLClient
- class ez_azml.ml_client.EzMLClient(credential: TokenCredential | None = None, subscription_id: str | None = None, resource_group_name: str | None = None, workspace_name: str | None = None, **kwargs: Any)
Bases:
MLClientA easy client class to interact with Azure ML services.
- Parameters:
credential – The credential to use for authentication. Defaults to DefaultAzureCredential()
subscription_id – The Azure subscription ID. Defaults to env AZURE_SUBSCRIPTION_ID.
resource_group_name – The Azure resource group. Defaults to env AZURE_RESOURCE_GROUP_NAME.
workspace_name – The workspace to use in the client. Defaults to env AZURE_WORKSPACE.
- __init__(credential: TokenCredential | None = None, subscription_id: str | None = None, resource_group_name: str | None = None, workspace_name: str | None = None, **kwargs: Any) None
Methods
__init__([credential, subscription_id, ...])begin_create_or_update(entity, **kwargs)Creates or updates an Azure ML resource asynchronously.
create_or_update(entity, **kwargs)Creates or updates an Azure ML resource.
from_config(credential, *[, path, file_name])Returns a client from an existing Azure Machine Learning Workspace using a file configuration.
Attributes
RTazure_openai_deployments//aka.ms/azuremlexperimental for more information.
batch_deploymentsA collection of batch deployment related operations.
batch_endpointsA collection of batch endpoint related operations.
componentsA collection of component related operations.
computeA collection of compute related operations.
connections//aka.ms/azuremlexperimental for more information.
dataA collection of data related operations.
datastoresA collection of datastore related operations.
environmentsA collection of environment related operations.
evaluators//aka.ms/azuremlexperimental for more information.
feature_setsA collection of feature set related operations.
feature_store_entitiesA collection of feature store entity related operations.
feature_storesA collection of feature store related operations.
indexes//aka.ms/azuremlexperimental for more information.
jobsA collection of job related operations.
marketplace_subscriptions//aka.ms/azuremlexperimental for more information.
modelsA collection of model related operations.
online_deploymentsA collection of online deployment related operations.
online_endpointsA collection of online endpoint related operations.
registriesA collection of registry-related operations.
resource_group_nameGet the resource group name of an MLClient object.
schedulesA collection of schedule related operations.
serverless_endpoints//aka.ms/azuremlexperimental for more information.
subscription_idGet the subscription ID of an MLClient object.
workspace_nameThe name of the workspace where workspace-dependent operations will be executed.
workspace_outbound_rulesA collection of workspace outbound rule related operations.
workspacesA collection of workspace-related operations.